{"id":"W3195245665","doi":"10.1148/radiol.2021210104","title":"Is It Really Time to Close the Chapter on Screening Breast US?","year":2021,"lang":"en","type":"letter","venue":"Radiology","topic":"Digital Radiography and Breast Imaging","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000185761,0.0004218413,0.0007392875,0.0003556245,0.00009703567,0.0000628374,0.0003372219,0.000538889,0.002273263],"category_scores_gemma":[0.00004621526,0.0002901367,0.000478765,0.0002630548,0.000183858,0.00005571633,0.0001056213,0.001572788,0.001403999],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004313443,"about_ca_system_score_gemma":0.000114182,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003279168,"about_ca_topic_score_gemma":0.000001234856,"domain_scores_codex":[0.9979326,0.0001051493,0.0003372366,0.0007091808,0.0003127781,0.000603037],"domain_scores_gemma":[0.9985695,0.0002042054,0.0001165137,0.0008364845,0.0001196973,0.0001536313],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000126944,0.00003235436,0.0004388613,0.00004276238,0.0003463032,0.001636858,0.0000849724,6.958566e-7,0.00005813296,0.0001847423,0.9466627,0.05038473],"study_design_scores_gemma":[0.0003487424,0.0003156569,0.003817345,0.0005621583,0.0001859062,0.01721165,0.0000181941,0.00001177665,0.00001530614,0.0001001696,0.977116,0.0002970861],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001270342,0.00028463,0.00006761142,0.8632596,0.0002959041,0.0003834834,0.000181191,0.00007000496,0.1341872],"genre_scores_gemma":[0.002826847,0.00002924998,0.0003568096,0.955232,0.005147212,0.00003339041,0.000490587,0.00007976147,0.03580414],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.09838307,"threshold_uncertainty_score":0.9999551,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02099307115714083,"score_gpt":0.2607896128777478,"score_spread":0.239796541720607,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}